{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Pix2Pix dataset: downloading and preprocessing\n",
    "=========================================\n",
    "\n",
    "The pix2pix dataset has been released as part of the paper \"Image-to-Image Translation with Conditional Adversarial Networks\" [arxiv](https://arxiv.org/abs/1611.07004) and it contains five different datasets: cityscapes, edges2handbags, edges2shoes, facades, maps. All these datasets are a pixel to pixle conversion from a domain (e.g. satellite images) to another (map images)."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Downloading the dataset\n",
    "------------------------------------\n",
    "\n",
    "As first step we need to download one of the datasets. The following code has been readapted from [this repository](https://github.com/affinelayer/pix2pix-tensorflow) and allows downloading the dataset and extracting the compressed files into local folders. Here, we only download the smallest dataset, but you can uncomment one of the other url if you want to download a different one. The size of each dataset is reported on the right."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Downloading dataset from: https://people.eecs.berkeley.edu/~tinghuiz/projects/pix2pix/datasets/facades.tar.gz\n",
      "Done!\n",
      "Extracting compressed file...\n",
      "Done!\n"
     ]
    }
   ],
   "source": [
    "from urllib2 import urlopen\n",
    "import tarfile\n",
    "import tempfile\n",
    "\n",
    "#dataset_name = \"cityscapes\" #111 MB\n",
    "#dataset_name = \"edges2handbags\" #8.0 GB\n",
    "#dataset_name = \"edges2shoes\" #2.3 GB\n",
    "dataset_name = \"facades\" #31 MB\n",
    "#dataset_name = \"maps\" #253 MB \n",
    "\n",
    "url = \"https://people.eecs.berkeley.edu/~tinghuiz/projects/pix2pix/datasets/\" + dataset_name + \".tar.gz\" #31 MB\n",
    "\n",
    "with tempfile.TemporaryFile() as tmp:\n",
    "    print(\"Downloading dataset from: \" + url)\n",
    "    print(\"Done!\")\n",
    "    shutil.copyfileobj(urlopen(url), tmp)\n",
    "    print(\"Extracting compressed file...\")\n",
    "    tmp.seek(0)\n",
    "    tar = tarfile.open(fileobj=tmp)\n",
    "    tar.extractall()\n",
    "    tar.close()\n",
    "    print(\"Done!\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Preprocessing in Numpy\n",
    "------------------------------------\n",
    "\n",
    "Once the dataset has been downloaded it is possible to preprocess it in order to have valid files that we can use in Tensorflow. This snippet generate Numpy files ready to load in memory via the `numpy.load()` method."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processed 400 images...\n",
      "Dataset (features) shape: (800, 256, 256, 3)\n",
      "Dataset (labels) shape: (800,)\n",
      "Saving numpy files...\n",
      "Done!\n"
     ]
    }
   ],
   "source": [
    "import os\n",
    "from PIL import Image\n",
    "import numpy as np\n",
    "\n",
    "#dataset_name = \"cityscapes\"\n",
    "#dataset_name = \"edges2handbags\"\n",
    "#dataset_name = \"edges2shoes\"\n",
    "dataset_name = \"facades\"\n",
    "#dataset_name = \"maps\"\n",
    "\n",
    "np_path = \"./\" + dataset_name\n",
    "header = \"./\" + dataset_name + \"/train/\" \n",
    "\n",
    "dataset_features_list = list()\n",
    "dataset_labels_list = list()\n",
    "img_counter = 0\n",
    "for filename in os.listdir(header):\n",
    "    #print(filename) \n",
    "    img_array = np.asarray(Image.open(header + filename))\n",
    "    width = img_array.shape[1]\n",
    "    half_width = int(img_array.shape[1] / 2.0)\n",
    "    first_img_array = img_array[:,0:half_width,:]\n",
    "    second_img_array = img_array[:,half_width:width,:]\n",
    "    dataset_features_list.append(first_img_array)\n",
    "    dataset_labels_list.append(0)\n",
    "    dataset_features_list.append(second_img_array)\n",
    "    dataset_labels_list.append(1)\n",
    "    img_counter += 1\n",
    "    \n",
    "dataset_features_matrix = np.array(dataset_features_list)\n",
    "dataset_labels_array = np.array(dataset_labels_list)\n",
    "print(\"Processed \" + str(img_counter) + \" images...\")\n",
    "print(\"Dataset (features) shape: \" + str(dataset_features_matrix.shape))\n",
    "print(\"Dataset (labels) shape: \" + str(dataset_labels_array.shape))\n",
    "print(\"Saving numpy files...\")\n",
    "np.save(np_path + \"_features\", dataset_features_matrix)\n",
    "np.save(np_path + \"_labels\", dataset_labels_array) \n",
    "print(\"Done!\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Loading the Numpy dataset\n",
    "----------------------------------------\n",
    "\n",
    "Once the numpy files have been stored it is possible to load them in memory and access the images. The following code load the numpy dataset and shows a random image with its label."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Label: 0\n"
     ]
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fe4d8627850>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from matplotlib import pyplot as plt\n",
    "%matplotlib inline\n",
    "\n",
    "#dataset_name = \"cityscapes\"\n",
    "#dataset_name = \"edges2handbags\"\n",
    "#dataset_name = \"edges2shoes\"\n",
    "dataset_name = \"facades\"\n",
    "#dataset_name = \"maps\"\n",
    "\n",
    "np_path = \"./\" + dataset_name\n",
    "\n",
    "features_matrix = np.load(np_path + \"_features.npy\")\n",
    "labels_array = np.load(np_path + \"_labels.npy\")\n",
    "dataset_size = features_matrix.shape[0]\n",
    "random_int = np.random.randint(dataset_size)\n",
    "image = features_matrix[random_int,:,:,:]\n",
    "label = labels_array[random_int]\n",
    "print(\"Label: \" + str(label))\n",
    "plt.imshow(image)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
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